Aberrant fronto-limbic network in adolescents with attention-deficit/hyperactivity disorder: a multimodal MRI study using parallel ICA

Polanczyk G, de Lima MS, Horta BL, Biederman J, Rohde LA (2007) The worldwide prevalence of adhd: a systematic review and metaregression analysis. Am J Psychiatry 164:942–948

Article  PubMed  Google Scholar 

Banaschewski T, Becker K, Döpfner M, Holtmann M, Rösler M, Romanos M (2017) Attention-deficit/hyperactivity disorder. Deutsches Arzteblatt Int 114:149–159

Google Scholar 

Shaw P, Malek M, Watson B, Greenstein D, de Rossi P, Sharp W (2013) Trajectories of cerebral cortical development in childhood and adolescence and adult attention-deficit/hyperactivity disorder. Biol Psychiatry 74:599–606

Article  PubMed  PubMed Central  Google Scholar 

Lara C, Fayyad J, de Graaf R, Kessler RC, Aguilar-Gaxiola S, Angermeyer M, Demytteneare K, de Girolamo G, Haro JM, Jin R, Karam EG, Lépine JP, Mora ME, Ormel J, Posada-Villa J, Sampson N (2009) Childhood predictors of adult attention-deficit/hyperactivity disorder: results from the world health organization world mental health survey initiative. Biol Psychiatry 65:46–54

Article  PubMed  Google Scholar 

Posner J, Polanczyk GV, Sonuga-Barke E (2020) Attention-deficit hyperactivity disorder. Lancet (London England) 395:450–462

Article  PubMed  PubMed Central  Google Scholar 

Castellanos FX, Lee PP, Sharp W, Jeffries NO, Greenstein DK, Clasen LS, Blumenthal JD, James RS, Ebens CL, Walter JM, Zijdenbos A, Evans AC, Giedd JN, Rapoport JL (2002) Developmental trajectories of brain volume abnormalities in children and adolescents with attention-deficit/hyperactivity disorder. JAMA 288:1740–1748

Article  PubMed  Google Scholar 

Greven CU, Bralten J, Mennes M, O’Dwyer L, van Hulzen KJ, Rommelse N, Schweren LJ, Hoekstra PJ, Hartman CA, Heslenfeld D, Oosterlaan J, Faraone SV, Franke B, Zwiers MP, Arias-Vasquez A, Buitelaar JK (2015) Developmentally stable whole-brain volume reductions and developmentally sensitive caudate and putamen volume alterations in those with attention-deficit/hyperactivity disorder and their unaffected siblings. JAMA Psychiatry 72:490–499

Article  PubMed  Google Scholar 

Tian L, Zheng H, Zhang K, Qiu J, Song X, Li S, Zeng Z, Ran B, Deng X, Cai J (2024) Structural or/and functional mri-based machine learning techniques for attention-deficit/hyperactivity disorder diagnosis: a systematic review and meta-analysis. J Affect Disord 355:459–469

Article  PubMed  Google Scholar 

Shaw P, Eckstrand K, Sharp W, Blumenthal J, Lerch JP, Greenstein D, Clasen L, Evans A, Giedd J, Rapoport JL (2007) Attention-deficit/hyperactivity disorder is characterized by a delay in cortical maturation. Proc Natl Acad Sci USA 104:19649–19654

Article  CAS  PubMed  PubMed Central  Google Scholar 

Dickstein SG, Bannon K, Castellanos FX, Milham MP (2006) The neural correlates of attention deficit hyperactivity disorder: an ale meta-analysis. J Child Psychol Psychiatry 47:1051–1062

Article  PubMed  Google Scholar 

Gallo EF, Posner J (2016) Moving towards causality in attention-deficit hyperactivity disorder: overview of neural and genetic mechanisms. Lancet Psychiatry 3:555–567

Article  PubMed  PubMed Central  Google Scholar 

Mizuno Y, Yamashita M, Shou Q, Hamatani S, Cai W (2025) A brief review of mri studies in patients with attention-deficit/hyperactivity disorder and future perspectives. Brain Dev 47:104340

Article  PubMed  Google Scholar 

Gao Y, Shuai D, Bu X, Hu X, Tang S, Zhang L, Li H, Hu X, Lu L, Gong Q, Huang X (2019) Impairments of large-scale functional networks in attention-deficit/hyperactivity disorder: A meta-analysis of resting-state functional connectivity. Psychol Med 49:2475–2485

Article  PubMed  Google Scholar 

Guo X, Liu L, Li T, Zhao Q, Li H, Huang F, Wang Y, Qian Q, Cao Q, Wang Y, Calhoun VD, Sui J, Sun L (2021) Inhibition-directed multimodal imaging fusion patterns in adults with adhd and its potential underlying gene-brain-cognition relationship. CNS Neurosci Ther 27:664–673

Article  CAS  PubMed  PubMed Central  Google Scholar 

Luo Y, Alvarez TL, Halperin JM, Li X (2020) Multimodal neuroimaging-based prediction of adult outcomes in childhood-onset adhd using ensemble learning techniques. NeuroImage Clin 26:102238

Article  PubMed  PubMed Central  Google Scholar 

Feng Y, Zhi D, Zhu Y, Guo X, Luo X, Dang C, Liu L, Sui J, Sun L (2023) Symptom-guided multimodal neuroimage fusion patterns in children with attention-deficit/hyperactivity disorder and its potential brain structure-function-cognition-behavior pathological pathways. European child & adolescent psychiatry

Sui J, Adali T, Yu Q, Chen J, Calhoun VD (2012) A review of multivariate methods for multimodal fusion of brain imaging data. J Neurosci Methods 204:68–81

Article  PubMed  Google Scholar 

Liu J, Pearlson G, Windemuth A, Ruano G, Perrone-Bizzozero NI, Calhoun V (2009) Combining Fmri and Snp data to investigate connections between brain function and genetics using parallel Ica. Hum Brain Mapp 30:241–255

Article  PubMed  PubMed Central  Google Scholar 

Pearlson GD, Liu J, Calhoun VD (2015) An introductory review of parallel independent component analysis (p-ica) and a guide to applying p-ica to genetic data and imaging phenotypes to identify disease-associated biological pathways and systems in common complex disorders. Front Genet 6:276

Article  PubMed  PubMed Central  Google Scholar 

Kubera KM, Rashidi M, Schmitgen MM, Barth A, Hirjak D,Sambataro F, Calhoun VD, Wolf RC (2019) Structure/function interrelationships in patients with schizophrenia who have persistent auditory verbal hallucinations: A multimodal mri study using parallel Ica. Prog Neuro-psychopharmacol Biol Psychiatry 93:114–121

Article  Google Scholar 

Mennigen E, Jiang W, Calhoun VD, van Erp TGM, Agartz I, Ford JM, Mueller BA, Liu J, Turner JA (2019) Positive and general psychopathology associated with specific Gray matter reductions in inferior Temporal regions in patients with schizophrenia. Schizophr Res 208:242–249

Article  PubMed  PubMed Central  Google Scholar 

Wolf RC, Rashidi M, Fritze S, Kubera KM, Northoff G, Sambataro F, Calhoun VD, Geiger LS, Tost H, Hirjak D (2020) A neural signature of parkinsonism in patients with schizophrenia spectrum disorders: A multimodal mri study using parallel Ica. Schizophr Bull 46:999–1008

Article  PubMed  PubMed Central  Google Scholar 

Mesbah R, Koenders MA, van der Wee NJA, Giltay EJ, van Hemert AM, de Leeuw M (2023) Association between the fronto-limbic network and cognitive and emotional functioning in individuals with bipolar disorder: A systematic review and meta-analysis. JAMA Psychiatry 80:432–440

Article  PubMed  PubMed Central  Google Scholar 

Baggio T, Grecucci A, Meconi F, Messina I (2023) Anxious brains: A combined data fusion machine learning approach to predict trait anxiety from morphometric features. Sensors (Basel, Switzerland) 23

Hirjak D, Schmitgen MM, Werler F, Wittemann M, Kubera KM, Wolf ND, Sambataro F, Calhoun VD, Reith W, Wolf RC (2022) Multimodal mri data fusion reveals distinct structural, functional and neurochemical correlates of heavy cannabis use. Addict Biol 27:e13113

Article  CAS  PubMed  Google Scholar 

Cardenas VA, Price M, Fein G (2018) Eeg coherence related to Fmri resting state synchrony in long-term abstinent alcoholics. NeuroImage Clin 17:481–490

Article  PubMed  Google Scholar 

Calhoun V (2018) Data-driven approaches for identifying links between brain structure and function in health and disease. Dialog Clin Neurosci 20:87–99

Article  Google Scholar 

Feng Y, Zhi D, Zhu Y, Guo X, Luo X, Dang C, Liu L, Sui J, Sun L (2024) Symptom-guided multimodal neuroimage fusion patterns in children with attention-deficit/hyperactivity disorder and its potential brain structure-function-cognition-behavior pathological pathways. Eur Child Adolesc Psychiatry 33:2141–2152

Article  PubMed  Google Scholar 

Zou QH, Zhu CZ, Yang Y, Zuo XN, Long XY, Cao QJ, Wang YF, Zang YF (2008) An improved approach to detection of amplitude of low-frequency fluctuation (alff) for resting-state fmri: fractional Alff. J Neurosci Methods 172:137–141

Article  PubMed  PubMed Central  Google Scholar 

Riedl V, Bienkowska K, Strobel C, Tahmasian M, Grimmer T, Förster S, Friston KJ, Sorg C, Drzezga A (2014) Local activity determines functional connectivity in the resting human brain: A simultaneous fdg-pet/fmri study. J Neuroscience: Official J Soc Neurosci 34:6260–6266

Article  CAS  Google Scholar 

Ben Shalom D, Skandalakis GP (2024) Four streams within the prefrontal cortex: integrating structural and functional connectivity. Neuroscientist: Rev J Bringing Neurobiol Neurol Psychiatry :10738584241245304

Rosch KS, Mostofsky SH, Nebel MB (2018) Adhd-related sex differences in fronto-subcortical intrinsic functional connectivity and associations with delay discounting. J Neurodev Disord 10:34

Article  PubMed  PubMed Central  Google Scholar 

Filippi M, Valsasina P, Misci P, Falini A, Comi G, Rocca MA (2013) The organization of intrinsic brain activity differs between genders: A resting-state Fmri study in a large cohort of young healthy subjects. Hum Brain Mapp 34:1330–1343

Article  PubMed  Google Scholar 

Farré-Colomés À, Gerhardt S, Luderer M, Sobanski E, Kiefer F, Vollstädt-Klein S (2021) Common and distinct neural connectivity in attention-deficit/hyperactivity disorder and alcohol use disorder studied using resting-state functional magnetic resonance imaging. Alcohol Clin Exp Res 45:948–960

Comments (0)

No login
gif